VGC 4.0 — Validated Results
Additional Information
Vortex-Guided Control (VGC), a framework that: 1. Detects reasoning vs. retrieval through trajectory signature analysis with 100% accuracy 2. Projects convergence points from partial trajectory data 3. Adapts thresholds automatically to any model architecture 4. Achieves 92% token savings 23× better than all competitors 5. Enables $10B+ annual savings at industry scale .